Atlas / Skills / jeremylongshore / Ideogram Rate Limits

Ideogram Rate LimitsSAFE

skills/jeremylongshore/ideogram-rate-limits

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.11.0
Hosts
1 documented
License
MIT
Stars
2,824
01

Overview

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Read from source at commit 4f83675ca38aOBSERVED · 2026-10-09
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: ideogram-rate-limits
description: >-
  Control Ideogram concurrency with a bounded queue, deadlines, backoff, and fair tenant admission. Use when preventing 429 responses or sizing generation workers. Trigger with "tune Ideogram concurrency", "fix Ideogram throttling", or "design an Ideogram request queue".
allowed-tools: Read,Glob,Grep,Write,Edit
argument-hint: "<traffic-shape> <latency-slo> <tenant-policy>"
version: 1.11.0
license: MIT
author: Jeremy Longshore <[email protected]>
tags: [saas, ideogram, reliability]
model: inherit
effort: high
compatibility: "Designed for Claude Code; live capacity tests require explicit spend and load approval"
---
# Ideogram Concurrency and Queue Control

## Overview

Keep paid image work inside a measurable concurrency envelope. Combine admission control, tenant fairness, operation deadlines, and endpoint-aware retry so a traffic burst does not become duplicate spend, an unbounded queue, or persistent `429` pressure.

## Prerequisites

- Request arrival rate, latency objective, output count, endpoint mix, and cost ceiling.
- Queue ownership, per-tenant policy, cancellation behavior, and overload response.
- Current account capacity and an approved contact path for increased scale.

## Current Contract

Ideogram's API overview documents a default limit of 10 in-flight requests and directs larger-capacity needs to `[email protected]`. This is a concurrency boundary, not permission to launch ten workers per process. Account-wide observed behavior remains authoritative.

## Authentication

Workers inject `IDEOGRAM_API_KEY` server-side and send `Api-Key` only to `https://api.ideogram.ai`. Queue records and metrics must exclude keys, prompts, images, and response URLs.

## Instructions

1. Measure arrival rate, service time by endpoint, current in-flight count, queue age, timeout rate, and `429` responses.
2. Place a shared account-level semaphore below the verified limit; start conservatively and reserve capacity for recovery probes.
3. Add bounded per-tenant admission, queue length, age, output count, and total operation deadlines.
4. Prefer asynchronous endpoints for work that cannot fit an interactive deadline and persist each `generation_id`.
5. Retry only classified transient responses using server guidance when present, exponential backoff with jitter, and a strict attempt ceiling.
6. Prevent ambiguous duplicate generation by reconciling known async identifiers before resubmission.
7. Raise capacity only through the vendor path and a reviewed load plan; canary the new limit.

## Tool Discipline

Use Read, Glob, and Grep for queue, worker, metric, and fixture inspection. Use Write and Edit for approved limit, test, or documentation changes. Invocation does not authorize load generation, quota negotiation, or increased production concurrency.

## Approval Boundaries

Require owners for live load tests, spend, tenant-priority changes, queue dropping, capacity increases, and deployment. Document how queued work is cancelled or drained before changing the envelope.

## Error Handling

- A `429` is an admission-control signal; immediate retries amplify pressure.
- Expired queue work should terminate before calling Ideogram, not after spending credit.
- Do not retry `400`, `401`, `422`, unsafe output, or an already accepted async submission as if transient.

## Output

Return verified limit source, chosen semaphore, queue and tenant bounds, deadline and retry policy, measured status counts, cost impact, test result, canary state, and rollback setting. Exclude content and credentials.

## Examples

- Set eight shared worker permits, retain two for recovery probes, and cap each tenant below the account total.
- Report `peak_inflight=8; queue_p95=3s; 429=0; expired_before_submit=12; duplicates=0`.

## Validation

Use a deterministic queue simulator first, verify fairness and deadline expiration, inject `429` and timeout outcomes, and prove duplicate suppression. Run a paid load check only within the approved request and cost ceiling.

## Resources

- [Current first-party evidence map](references/official-docs.md) — use the dated endpoint, webhook, billing, team, and training links as the contract index for this workflow.
- Recheck the endpoint-specific page and current OpenAPI description before relying on an enum, limit, beta feature, or lifecycle claim.
- Record live observations as environment-specific evidence, not as universal vendor guarantees.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-09 · audit v0.4.1 · source sha 4f83675ca38afull audit observations/trust-audit/skill/jeremylongshore__ideogram-rate-limits.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-094f83675ca38aSAFEB89first audit
06

Questions

What does the Ideogram Rate Limits skill do?

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Is Ideogram Rate Limits safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Ideogram Rate Limits access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Ideogram Rate Limits work with?

Its documentation mentions claude-code. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (4f83675ca38a), read on 2026-10-09. The repository is watched, and a new audit runs when it changes — this is the first audit.

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